语言大模型 / LLM

CCD-Bench: Probing Cultural Conflict in Large Language Model Decision-Making

Hasibur Rahman, Hanan Salam

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Uncertainty-Guided Checkpoint Selection for Reinforcement Finetuning of Large Language Models

Manh Nguyen, Dung Nguyen, Dai Do, Svetha Venkatesh, Hung Le

机构 * Applied Artificial Intelligence Initiative（应用人工智能计划） ； Deakin University（德肯大学） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

LISA: A Layer-wise Integration and Suppression Approach for Hallucination Mitigation in Multimodal Large Language Models

Zhihui Guo, Xin Man, Hui Xu, Jie Shao, Zhiguo Jiang, Xianchao Zhang, Heng Tao Shen

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)

Neural Correlates of Language Models Are Specific to Human Language

Iñigo Parra

机构 * Department of Linguistics University of California, Berkeley（语言学系加州大学伯克利分校） 纠错

专题命中 知识编辑与模型理解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments To be presented at NeurIPS 2025 Workshops

Segment Any Tumour: An Uncertainty-Aware Vision Foundation Model for Whole-Body Analysis

Himashi Peiris, Sizhe Wang, Gary Egan, Mehrtash Harandi, Meng Law, Zhaolin Chen

专题命中 知识编辑与模型理解 ：foundation model(title,abstract)

Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG

Bo Li, Tian Tian, Zhenghua Xu, Hao Cheng, Shikun Zhang, Wei Ye

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments AAAI'26, Oral Paper

Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs

Jérémie Dentan, Davide Buscaldi, Sonia Vanier

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments This paper has been accepted for publication at AAAI-26

SUGAR: Learning Skeleton Representation with Visual-Motion Knowledge for Action Recognition

Qilang Ye, Yu Zhou, Lian He, Jie Zhang, Xuanming Guo, Jiayu Zhang, Mingkui Tan, Weicheng Xie, Yue Sun, Tao Tan, Xiaochen Yuan, Ghada Khoriba, Zitong Yu

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by AAAI 2026 Main Track

When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion?

Qilang Ye, Wei Zeng, Meng Liu, Jie Zhang, Yupeng Hu, Zitong Yu, Yu Zhou

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)

Comments Accepted by AAAI 2026

ImageSet2Text: Describing Sets of Images through Text

Piera Riccio, Francesco Galati, Kajetan Schweighofer, Noa Garcia, Nuria Oliver

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)

Collapse of Irrelevant Representations (CIR) Ensures Robust and Non-Disruptive LLM Unlearning

Filip Sondej, Yushi Yang

机构 * Jagiellonian University（杰尔乔夫大学） ； University of Oxford（牛津大学） 纠错

专题命中 其他LLM ：LLM(title)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Rethinking Visual Information Processing in Multimodal LLMs

Dongwan Kim, Viresh Ranjan, Takashi Nagata, Arnab Dhua, Amit Kumar K C

机构 * Seoul National University（首尔国立大学） ； Amazon（亚马逊） 纠错

专题命中 其他LLM ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Anomagic: Crossmodal Prompt-driven Zero-shot Anomaly Generation

Yuxin Jiang, Wei Luo, Hui Zhang, Qiyu Chen, Haiming Yao, Weiming Shen, Yunkang Cao

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；foundation model(abstract)；分类 cs.AI

TruthfulRAG: Resolving Factual-level Conflicts in Retrieval-Augmented Generation with Knowledge Graphs

Shuyi Liu, Yuming Shang, Xi Zhang

机构 * Shuyi Liu, Yuming Shang, Xi Zhang（作者） 纠错

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 12 pages, 3 figures, accepted at AAAI 2026

Order Matters: Rethinking Prompt Construction in In-Context Learning

Warren Li, Yiqian Wang, Zihan Wang, Jingbo Shang

机构 * UC San Diego（圣迭戈大学） ； Cushing Academy（克什克尔学院） 纠错

专题命中 其他LLM ：large language model(abstract)；language model(abstract)；分类 cs.CL

DESS: DeBERTa Enhanced Syntactic-Semantic Aspect Sentiment Triplet Extraction

Vishal Thenuwara, Nisansa de Silva

机构 * Department of Computer Science & Engineering, University of Moratuwa（计算机科学与工程系，莫图瓦大学） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.CL

Comments 15 pages, 2 figures. Published in Proceedings of the 17th International Conference on Computational Collective Intelligence (ICCCI 2025), Lecture Notes in Artificial Intelligence, Springer

Two Americas of Well-Being: Divergent Rural-Urban Patterns of Life Satisfaction and Happiness from 2.6 B Social Media Posts

Stefano Maria Iacus, Giuseppe Porro

机构 * Institute for Quantitative Social Science（定量社会科学研究所） ； Harvard University（哈佛大学） ； Department of Law, Economics and Culture（法律、经济与文化系） ； University of Insubria（因斯布里亚大学） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.LG

Quantifying Climate Policy Action and Its Links to Development Outcomes: A Cross-National Data-Driven Analysis

Aditi Dutta

机构 * School of Government University of Birmingham（政府学院伯明翰大学） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.LG

Comments This paper/proposal has been accepted as a poster in the NeurIPS 2025

DICE: Discrete Inversion Enabling Controllable Editing for Multinomial Diffusion and Masked Generative Models

Xiaoxiao He, Quan Dao, Ligong Han, Song Wen, Minhao Bai, Di Liu, Han Zhang, Martin Renqiang Min, Felix Juefei-Xu, Chaowei Tan, Bo Liu, Kang Li, Hongdong Li, Junzhou Huang, Faez Ahmed, Akash Srivastava, Dimitris Metaxas

机构 * Rutgers University（新泽西罗格斯大学） ； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室） ； Red Hat AI Innovation（红帽AI创新） ； Google DeepMind（谷歌DeepMind） ； NYU（纽约大学） ； Walmart Global Tech（沃尔玛全球技术） ； NEC Labs America（NEC美国实验室） ； Massachusetts Institute of Technology（麻省理工学院） ； ANU（澳大利亚国立大学） ； UT Arlington（德克萨斯大学阿灵顿分校） 纠错

专题命中 其他LLM ：language model(abstract)；分类 cs.LG

Comments Project webpage: https://hexiaoxiao-cs.github.io/DICE/. This paper was accepted to CVPR 2025 but later desk-rejected post camera-ready, due to a withdrawal from ICLR made 14 days before reviewer assignment

Learning to Tell Apart: Weakly Supervised Video Anomaly Detection via Disentangled Semantic Alignment

Wenti Yin, Huaxin Zhang, Xiang Wang, Yuqing Lu, Yicheng Zhang, Bingquan Gong, Jialong Zuo, Li Yu, Changxin Gao, Nong Sang

专题命中 其他LLM ：foundation model(abstract)

Comments Accepted to AAAI 2026. Code is available at https://github.com/lessiYin/DSANet

CP violation

Alexey A Petrov

专题命中 其他LLM ：prompting(abstract)

Comments Review article prepared for "Encyclopedia of Particle Physics", 12 pages, 1 figure